. . . "I, P(LD13002), S" . "We present a multi-objectivization approach to the parameter tuning of RBF networks and multilayer perceptrons. The approach works by adding two new objectives - maximization of kappa statistic and minimization of root mean square error - to the originally single-objective problem of minimizing the classification error of the model. We show the performance of the multi-objectivization approach on five data sets and compare it to a surrogate based single-objective algorithm for the same problem. Moreover, we compare the multi-objectivization approach to two surrogate based approaches - a single-objective one and a multi-objective one." . . . "[FA09865F211F]" . . . . "We present a multi-objectivization approach to the parameter tuning of RBF networks and multilayer perceptrons. The approach works by adding two new objectives - maximization of kappa statistic and minimization of root mean square error - to the originally single-objective problem of minimizing the classification error of the model. We show the performance of the multi-objectivization approach on five data sets and compare it to a surrogate based single-objective algorithm for the same problem. Moreover, we compare the multi-objectivization approach to two surrogate based approaches - a single-objective one and a multi-objective one."@en . "Berlin" . "multi-objective optimization; parameter tuning; neural networks; surrogate modelling; multi-objectivization"@en . "Neruda, Roman" . "2"^^ . . "Emerging Intelligent Computing Technology and Applications" . . "2013-07-28+02:00"^^ . "1"^^ . "Pil\u00E1t, M." . . . "Nanning" . "1865-0929" . . "Multi-Objectivization and Surrogate Modelling for Neural Network Hyper-Parameters Tuning" . "90121" . "978-3-642-39677-9" . "10.1007/978-3-642-39678-6_11" . . . "Multi-Objectivization and Surrogate Modelling for Neural Network Hyper-Parameters Tuning" . . . . "Multi-Objectivization and Surrogate Modelling for Neural Network Hyper-Parameters Tuning"@en . "6"^^ . "RIV/67985807:_____/13:00428789!RIV15-AV0-67985807" . "Springer-Verlag" . . "RIV/67985807:_____/13:00428789" . "Multi-Objectivization and Surrogate Modelling for Neural Network Hyper-Parameters Tuning"@en . .